AgentShelf
Agentic Commerce Intelligence

Who wins the buy slot when an AI agent does the shopping?

AI agents now discover, compare, and check out for the shopper — and they pick one seller. AgentShelf measures whether that's you across ChatGPT, Gemini & Claude, diagnoses every loss, and hands you the fix.

No login for the readiness check · demo workspace: demo@agentshelf.local / demo1234

ChatGPT · ACP
probe #1
Comparing sellers on price, delivery, returns…
Officeworks
Free delivery
$894.00Visit
BIG W
Free delivery
$897.00Visit
JB Hi-Fiyou
+ $7.99 delivery
$899.00Visit
Sale went to Officeworks over $7.99 deliveryanalytics saw nothing
win rate · n=0
JB Hi-Fi Officeworks Harvey Norman

Surfaces under surveillance

ChatGPT
ACP
Gemini
UCP
Claude
MCP
Amazon
Alexa+
BUY SLOTBEST PRICEMOST POPULARIN STOCK NEARBYDELIVERY SPEEDFREE RETURNSRATINGS & REVIEWSUCP MANIFESTMCP ENDPOINTAI CRAWLERSACP FEEDCHECKOUT CAPABILITYPRICE GAPBUY SLOTBEST PRICEMOST POPULARIN STOCK NEARBYDELIVERY SPEEDFREE RETURNSRATINGS & REVIEWSUCP MANIFESTMCP ENDPOINTAI CRAWLERSACP FEEDCHECKOUT CAPABILITYPRICE GAP
0

stores audited live

0%

verified agent-ready

0

agentic surfaces probed

0+

ranking signals measured

0%

of Australians use AI assistants to research & shortlist products

0%

of businesses are preparing for an agentic future

Australia Post is already telling merchants to get agent-ready in “Preparing your business for agentic commerce”. AgentShelf is the tool that measures it and hands you the fix.

Proof, not promises

We audited Australian retail. Most stores aren't agent-ready.

Live agent-readiness grades for real stores. The Shopify-hosted few publish UCP + MCP automatically; the majors on legacy stacks are invisible to AI shoppers.

Live audit · Australian retail

Readiness Index — who AI agents can actually shop

2/8
verified agent-ready
JB
JBHIFI
VERIFIED
92
UCPMCP
TH
THEGOODGUYS
VERIFIED
92
UCPMCP
HA
HARVEYNORMAN
PARTIAL
30
UCPMCP
BE
BETTA
PARTIAL
30
UCPMCP
BI
BINGLEE
PARTIAL
30
UCPMCP
AP
APPLIANCESONLINE
PARTIAL
30
UCPMCP
SC
SCORPTEC
PARTIAL
28
UCPMCP
LI
LIONCITYAPPLIANCES
UNREACHABLE
10
UCPMCP

Real audits of public endpoints. The Shopify-hosted stores publish UCP + MCP automatically; the majors on legacy stacks are invisible to AI shoppers — the gap AgentShelf closes.

The platform

From invisible loss to measurable win-rate

Visibility Scorecard

n = 40 · Wilson CI

Appear / win / not-purchasable rates per surface — sampled across queries, geos, and repeats. Rates with confidence, never single-run truth.

ChatGPT · ACP
Appear100%
Win the buy slot8%
Gemini · UCP
Most popular100%
Best price (wins purchase)25%

Agent Readiness

UCP manifest, MCP endpoint, AI-crawler access, schema.org, latency — graded 0–100.

82/ 100

verified

Named Diagnosis

“Losing the buy slot on delivery & availability” — every loss gets a reason and a logistics lever to pull.

Express DeliveryEasy ReturnsClick & Collect

What-If Sandbox

Flip the levers — free delivery, 30-day returns, live feed — and watch the win-rate respond instantly.

8%0%

Feeds, Manifest & Gateway

Generate ACP/UCP feeds and the /.well-known/ucp profile — or let us host the endpoints.

{ "ucp": { "version": "2026-04-08",
    "capabilities": {
      "dev.ucp.shopping.checkout": … } } }
How it works
01

Check

Run the free readiness check — can ChatGPT, Gemini, and Claude even discover and transact with your store? UCP, MCP, crawlers, schema — graded 0–100 in seconds.

02

Probe

Fire realistic shopping queries at real AI agents across surfaces, geos, and repeats. See your appear / win / lose rates with confidence intervals — never single-run truth.

03

Fix

Every loss gets a named reason and a concrete fix — publish the UCP manifest, host an MCP endpoint, close the delivery gap. Then re-probe and prove it moved.

The blind spot

No impression. No click. No session. Your analytics saw nothing.

When an agent chooses a competitor, the shopper never reaches your site. AgentShelf measures the gap, names the reason, and hands you the fix.